Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	111733
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2526
Duplicate rows (%)	2.3%
Total size in memory	41.8 MiB
Average record size in memory	392.1 B

Variable types

Text	1
Numeric	9
Categorical	16

Alerts

Dataset has 2526 (2.3%) duplicate rows	Duplicates
`AverageLeadTime` is highly overall correlated with `BookingsCheckedIn` and 4 other fields	High correlation
`BookingsCheckedIn` is highly overall correlated with `AverageLeadTime` and 4 other fields	High correlation
`DistributionChannel` is highly overall correlated with `MarketSegment`	High correlation
`LodgingRevenue` is highly overall correlated with `AverageLeadTime` and 4 other fields	High correlation
`MarketSegment` is highly overall correlated with `DistributionChannel`	High correlation
`OtherRevenue` is highly overall correlated with `AverageLeadTime` and 4 other fields	High correlation
`PersonsNights` is highly overall correlated with `AverageLeadTime` and 4 other fields	High correlation
`RoomNights` is highly overall correlated with `AverageLeadTime` and 4 other fields	High correlation
`BookingsNoShowed` is highly imbalanced (99.7%)	Imbalance
`DistributionChannel` is highly imbalanced (57.8%)	Imbalance
`SRHighFloor` is highly imbalanced (74.6%)	Imbalance
`SRLowFloor` is highly imbalanced (98.6%)	Imbalance
`SRAccessibleRoom` is highly imbalanced (99.7%)	Imbalance
`SRMediumFloor` is highly imbalanced (99.1%)	Imbalance
`SRBathtub` is highly imbalanced (96.9%)	Imbalance
`SRShower` is highly imbalanced (98.3%)	Imbalance
`SRCrib` is highly imbalanced (88.1%)	Imbalance
`SRNearElevator` is highly imbalanced (99.6%)	Imbalance
`SRAwayFromElevator` is highly imbalanced (96.6%)	Imbalance
`SRNoAlcoholInMiniBar` is highly imbalanced (99.7%)	Imbalance
`SRQuietRoom` is highly imbalanced (57.1%)	Imbalance
`BookingsCanceled` is highly skewed (γ1 = 84.06919629)	Skewed
`BookingsCheckedIn` is highly skewed (γ1 = 26.42580106)	Skewed
`AverageLeadTime` has 36678 (32.8%) zeros	Zeros
`LodgingRevenue` has 33769 (30.2%) zeros	Zeros
`OtherRevenue` has 33552 (30.0%) zeros	Zeros
`BookingsCanceled` has 111567 (99.9%) zeros	Zeros
`BookingsCheckedIn` has 33198 (29.7%) zeros	Zeros
`PersonsNights` has 33202 (29.7%) zeros	Zeros
`RoomNights` has 33198 (29.7%) zeros	Zeros

Reproduction

Analysis started	2025-03-02 17:23:50.763020
Analysis finished	2025-03-02 17:24:07.320011
Duration	16.56 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Nationality
Text

Distinct	199
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.2 MiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	335199
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	< 0.1%

Sample

1st row	PRT
2nd row	PRT
3rd row	DEU
4th row	FRA
5th row	FRA

Value	Count	Frequency (%)
fra	16516	14.8%
deu	14805	13.3%
prt	14101	12.6%
gbr	11462	10.3%
esp	6123	5.5%
usa	5409	4.8%
ita	4268	3.8%
bel	4111	3.7%
bra	4037	3.6%
nld	3794	3.4%
Other values (189)	27107	24.3%

Most occurring characters

Value	Count	Frequency (%)
R	54928	16.4%
A	36750	11.0%
E	30432	9.1%
U	25951	7.7%
P	21940	6.5%
T	21072	6.3%
B	20220	6.0%
D	19948	6.0%
F	17548	5.2%
S	16964	5.1%
Other values (16)	69446	20.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	335199	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	54928	16.4%
A	36750	11.0%
E	30432	9.1%
U	25951	7.7%
P	21940	6.5%
T	21072	6.3%
B	20220	6.0%
D	19948	6.0%
F	17548	5.2%
S	16964	5.1%
Other values (16)	69446	20.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	335199	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	54928	16.4%
A	36750	11.0%
E	30432	9.1%
U	25951	7.7%
P	21940	6.5%
T	21072	6.3%
B	20220	6.0%
D	19948	6.0%
F	17548	5.2%
S	16964	5.1%
Other values (16)	69446	20.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	335199	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	54928	16.4%
A	36750	11.0%
E	30432	9.1%
U	25951	7.7%
P	21940	6.5%
T	21072	6.3%
B	20220	6.0%
D	19948	6.0%
F	17548	5.2%
S	16964	5.1%
Other values (16)	69446	20.7%

Age
Real number (ℝ)

Distinct	106
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.690002

Minimum	-10
Maximum	123
Zeros	18
Zeros (%)	< 0.1%
Negative	14
Negative (%)	< 0.1%
Memory size	1.7 MiB

Quantile statistics

Minimum	-10
5-th percentile	15
Q1	34
median	47
Q3	57
95-th percentile	73
Maximum	123
Range	133
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.921899
Coefficient of variation (CV)	0.37036327
Kurtosis	-0.27383267
Mean	45.690002
Median Absolute Deviation (MAD)	12
Skewness	-0.16493941
Sum	5105081
Variance	286.35066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	6450	5.8%
51	2582	2.3%
52	2561	2.3%
55	2557	2.3%
50	2504	2.2%
54	2493	2.2%
48	2458	2.2%
49	2441	2.2%
53	2430	2.2%
56	2360	2.1%
Other values (96)	82897	74.2%

Value	Count	Frequency (%)
-10	2	< 0.1%
-9	4	< 0.1%
-8	2	< 0.1%
-6	3	< 0.1%
-5	3	< 0.1%
0	18	< 0.1%
1	141	0.1%
2	231	0.2%
3	193	0.2%
4	217	0.2%

Value	Count	Frequency (%)
123	1	< 0.1%
115	2	< 0.1%
114	3	< 0.1%
111	2	< 0.1%
110	1	< 0.1%
97	1	< 0.1%
95	1	< 0.1%
93	4	< 0.1%
92	2	< 0.1%
91	3	< 0.1%

DaysSinceCreation
Real number (ℝ)

Distinct	1349
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	595.0266

Minimum	36
Maximum	1385
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	36
5-th percentile	80
Q1	288
median	522
Q3	889
95-th percentile	1263.4
Maximum	1385
Range	1349
Interquartile range (IQR)	601

Descriptive statistics

Standard deviation	374.65738
Coefficient of variation (CV)	0.62964812
Kurtosis	-0.97159451
Mean	595.0266
Median Absolute Deviation (MAD)	295
Skewness	0.39956274
Sum	66484107
Variance	140368.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
502	298	0.3%
522	247	0.2%
108	234	0.2%
312	234	0.2%
137	232	0.2%
571	227	0.2%
391	225	0.2%
485	220	0.2%
368	211	0.2%
507	211	0.2%
Other values (1339)	109394	97.9%

Value	Count	Frequency (%)
36	6	< 0.1%
37	109	0.1%
38	68	0.1%
39	200	0.2%
40	113	0.1%
41	140	0.1%
42	141	0.1%
43	101	0.1%
44	106	0.1%
45	98	0.1%

Value	Count	Frequency (%)
1385	70	0.1%
1384	90	0.1%
1383	103	0.1%
1382	16	< 0.1%
1381	99	0.1%
1380	21	< 0.1%
1379	10	< 0.1%
1378	15	< 0.1%
1377	5	< 0.1%
1376	20	< 0.1%

AverageLeadTime
Real number (ℝ)

High correlation Zeros

Distinct	424
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.833147

Minimum	-1
Maximum	588
Zeros	36678
Zeros (%)	32.8%
Negative	13
Negative (%)	< 0.1%
Memory size	1.7 MiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
median	21
Q3	95
95-th percentile	236
Maximum	588
Range	589
Interquartile range (IQR)	95

Descriptive statistics

Standard deviation	85.11532
Coefficient of variation (CV)	1.3991602
Kurtosis	4.3838783
Mean	60.833147
Median Absolute Deviation (MAD)	21
Skewness	1.9213556
Sum	6797070
Variance	7244.6177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36678	32.8%
1	2121	1.9%
2	1271	1.1%
6	1257	1.1%
4	1224	1.1%
3	1193	1.1%
5	1191	1.1%
7	1160	1.0%
8	1083	1.0%
9	823	0.7%
Other values (414)	63732	57.0%

Value	Count	Frequency (%)
-1	13	< 0.1%
0	36678	32.8%
1	2121	1.9%
2	1271	1.1%
3	1193	1.1%
4	1224	1.1%
5	1191	1.1%
6	1257	1.1%
7	1160	1.0%
8	1083	1.0%

Value	Count	Frequency (%)
588	19	< 0.1%
574	10	< 0.1%
549	22	< 0.1%
546	10	< 0.1%
543	2	< 0.1%
542	5	< 0.1%
541	5	< 0.1%
535	22	< 0.1%
534	1	< 0.1%
533	2	< 0.1%

LodgingRevenue
Real number (ℝ)

High correlation Zeros

Distinct	12689
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	283.85128

Minimum	0
Maximum	21781
Zeros	33769
Zeros (%)	30.2%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	208
Q3	393.3
95-th percentile	882
Maximum	21781
Range	21781
Interquartile range (IQR)	393.3

Descriptive statistics

Standard deviation	379.13156
Coefficient of variation (CV)	1.3356697
Kurtosis	149.30816
Mean	283.85128
Median Absolute Deviation (MAD)	208
Skewness	6.1687755
Sum	31715555
Variance	143740.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33769	30.2%
176	988	0.9%
126	673	0.6%
234	592	0.5%
264	551	0.5%
249	525	0.5%
168	489	0.4%
89	405	0.4%
178	331	0.3%
210	325	0.3%
Other values (12679)	73085	65.4%

Value	Count	Frequency (%)
0	33769	30.2%
18	2	< 0.1%
22	1	< 0.1%
24	5	< 0.1%
25	1	< 0.1%
28	1	< 0.1%
34	4	< 0.1%
35	1	< 0.1%
36	2	< 0.1%
37	1	< 0.1%

Value	Count	Frequency (%)
21781	1	< 0.1%
14044.8	1	< 0.1%
9682.4	1	< 0.1%
9665.66	1	< 0.1%
9180	1	< 0.1%
9010	1	< 0.1%
8493.65	1	< 0.1%
7902	1	< 0.1%
7458	1	< 0.1%
7256	1	< 0.1%

OtherRevenue
Real number (ℝ)

High correlation Zeros

Distinct	5338
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.682802

Minimum	0
Maximum	8859.25
Zeros	33552
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	31
Q3	84
95-th percentile	235
Maximum	8859.25
Range	8859.25
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	123.58071
Coefficient of variation (CV)	1.9105653
Kurtosis	578.66804
Mean	64.682802
Median Absolute Deviation (MAD)	31
Skewness	14.895075
Sum	7227203.5
Variance	15272.193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33552	30.0%
42	3030	2.7%
14	2913	2.6%
28	2328	2.1%
56	1723	1.5%
7	1717	1.5%
21	1311	1.2%
16	1120	1.0%
2	1089	1.0%
8	1045	0.9%
Other values (5328)	61905	55.4%

Value	Count	Frequency (%)
0	33552	30.0%
1	370	0.3%
1.9	1	< 0.1%
2	1089	1.0%
2.1	3	< 0.1%
2.2	2	< 0.1%
2.4	1	< 0.1%
2.5	3	< 0.1%
3	184	0.2%
3.24	1	< 0.1%

Value	Count	Frequency (%)
8859.25	1	< 0.1%
5268.5	1	< 0.1%
5261	1	< 0.1%
5237	7	< 0.1%
5105.5	1	< 0.1%
4296	1	< 0.1%
3692.4	1	< 0.1%
3580.5	1	< 0.1%
3190.4	1	< 0.1%
3050.85	1	< 0.1%

BookingsCanceled
Real number (ℝ)

Skewed Zeros

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0022822264

Minimum	0
Maximum	15
Zeros	111567
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08063146
Coefficient of variation (CV)	35.330176
Kurtosis	12061.368
Mean	0.0022822264
Median Absolute Deviation (MAD)	0
Skewness	84.069196
Sum	255
Variance	0.0065014323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	111567	99.9%
1	125	0.1%
2	19	< 0.1%
3	11	< 0.1%
4	8	< 0.1%
15	1	< 0.1%
7	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
0	111567	99.9%
1	125	0.1%
2	19	< 0.1%
3	11	< 0.1%
4	8	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
15	1	< 0.1%
7	1	< 0.1%
5	1	< 0.1%
4	8	< 0.1%
3	11	< 0.1%
2	19	< 0.1%
1	125	0.1%
0	111567	99.9%

BookingsNoShowed
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111676
1	48
2	8
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111676	99.9%
1	48	< 0.1%
2	8	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111676	99.9%
1	48	< 0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111676	99.9%
1	48	< 0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111676	99.9%
1	48	< 0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111676	99.9%
1	48	< 0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111676	99.9%
1	48	< 0.1%
2	8	< 0.1%
3	1	< 0.1%

BookingsCheckedIn
Real number (ℝ)

High correlation Skewed Zeros

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.73760662

Minimum	0
Maximum	76
Zeros	33198
Zeros (%)	29.7%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	76
Range	76
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.73088936
Coefficient of variation (CV)	0.99089317
Kurtosis	1943.6126
Mean	0.73760662
Median Absolute Deviation (MAD)	0
Skewness	26.425801
Sum	82415
Variance	0.53419925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1	76474	68.4%
0	33198	29.7%
2	1634	1.5%
3	201	0.2%
4	57	0.1%
5	33	< 0.1%
7	30	< 0.1%
6	19	< 0.1%
9	13	< 0.1%
8	12	< 0.1%
Other values (23)	62	0.1%

Value	Count	Frequency (%)
0	33198	29.7%
1	76474	68.4%
2	1634	1.5%
3	201	0.2%
4	57	0.1%
5	33	< 0.1%
6	19	< 0.1%
7	30	< 0.1%
8	12	< 0.1%
9	13	< 0.1%

Value	Count	Frequency (%)
76	1	< 0.1%
66	1	< 0.1%
40	1	< 0.1%
38	1	< 0.1%
35	1	< 0.1%
32	1	< 0.1%
29	2	< 0.1%
26	2	< 0.1%
25	1	< 0.1%
24	1	< 0.1%

PersonsNights
Real number (ℝ)

High correlation Zeros

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3283184

Minimum	0
Maximum	116
Zeros	33202
Zeros (%)	29.7%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	6
95-th percentile	12
Maximum	116
Range	116
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.6307386
Coefficient of variation (CV)	1.0698701
Kurtosis	12.871917
Mean	4.3283184
Median Absolute Deviation (MAD)	4
Skewness	2.0002975
Sum	483616
Variance	21.44374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33202	29.7%
6	16328	14.6%
4	12926	11.6%
2	11815	10.6%
8	10245	9.2%
1	5147	4.6%
3	4964	4.4%
10	4296	3.8%
12	3931	3.5%
9	2253	2.0%
Other values (50)	6626	5.9%

Value	Count	Frequency (%)
0	33202	29.7%
1	5147	4.6%
2	11815	10.6%
3	4964	4.4%
4	12926	11.6%
5	1116	1.0%
6	16328	14.6%
7	291	0.3%
8	10245	9.2%
9	2253	2.0%

Value	Count	Frequency (%)
116	1	< 0.1%
99	1	< 0.1%
91	1	< 0.1%
80	1	< 0.1%
75	1	< 0.1%
68	2	< 0.1%
62	1	< 0.1%
60	1	< 0.1%
59	1	< 0.1%
57	1	< 0.1%

RoomNights
Real number (ℝ)

High correlation Zeros

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2038252

Minimum	0
Maximum	185
Zeros	33198
Zeros (%)	29.7%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	3
95-th percentile	6
Maximum	185
Range	185
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.3016373
Coefficient of variation (CV)	1.0443829
Kurtosis	489.93256
Mean	2.2038252
Median Absolute Deviation (MAD)	2
Skewness	9.1896303
Sum	246240
Variance	5.2975341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0	33198	29.7%
3	20706	18.5%
2	17484	15.6%
4	14050	12.6%
1	13665	12.2%
5	6248	5.6%
7	2570	2.3%
6	2424	2.2%
8	505	0.5%
9	271	0.2%
Other values (39)	612	0.5%

Value	Count	Frequency (%)
0	33198	29.7%
1	13665	12.2%
2	17484	15.6%
3	20706	18.5%
4	14050	12.6%
5	6248	5.6%
6	2424	2.2%
7	2570	2.3%
8	505	0.5%
9	271	0.2%

Value	Count	Frequency (%)
185	1	< 0.1%
116	1	< 0.1%
95	1	< 0.1%
88	2	< 0.1%
59	1	< 0.1%
51	2	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
42	2	< 0.1%
40	2	< 0.1%

DistributionChannel
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.9 MiB

Travel Agent/Operator	91019
Direct	16883
Corporate	3135
GDS Systems	696

Length

Max length	21
Median length	21
Mean length	18.334494
Min length	6

Characters and Unicode

Total characters	2048568
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Corporate
2nd row	Travel Agent/Operator
3rd row	Travel Agent/Operator
4th row	Travel Agent/Operator
5th row	Travel Agent/Operator

Common Values

Value	Count	Frequency (%)
Travel Agent/Operator	91019	81.5%
Direct	16883	15.1%
Corporate	3135	2.8%
GDS Systems	696	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
travel	91019	44.7%
agent/operator	91019	44.7%
direct	16883	8.3%
corporate	3135	1.5%
gds	696	0.3%
systems	696	0.3%

Most occurring characters

Value	Count	Frequency (%)
r	296210	14.5%
e	293771	14.3%
t	202752	9.9%
a	185173	9.0%
o	97289	4.7%
p	94154	4.6%
	91715	4.5%
T	91019	4.4%
/	91019	4.4%
O	91019	4.4%
Other values (14)	514447	25.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2048568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	296210	14.5%
e	293771	14.3%
t	202752	9.9%
a	185173	9.0%
o	97289	4.7%
p	94154	4.6%
	91715	4.5%
T	91019	4.4%
/	91019	4.4%
O	91019	4.4%
Other values (14)	514447	25.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2048568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	296210	14.5%
e	293771	14.3%
t	202752	9.9%
a	185173	9.0%
o	97289	4.7%
p	94154	4.6%
	91715	4.5%
T	91019	4.4%
/	91019	4.4%
O	91019	4.4%
Other values (14)	514447	25.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2048568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	296210	14.5%
e	293771	14.3%
t	202752	9.9%
a	185173	9.0%
o	97289	4.7%
p	94154	4.6%
	91715	4.5%
T	91019	4.4%
/	91019	4.4%
O	91019	4.4%
Other values (14)	514447	25.1%

MarketSegment
Categorical

High correlation

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 MiB

Other	63680
Direct	16363
Travel Agent/Operator	16353
Groups	11461
Corporate	2931
Other values (2)	945

Length

Max length	21
Median length	5
Mean length	7.7504497
Min length	5

Characters and Unicode

Total characters	865981
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Corporate
2nd row	Travel Agent/Operator
3rd row	Travel Agent/Operator
4th row	Travel Agent/Operator
5th row	Travel Agent/Operator

Common Values

Value	Count	Frequency (%)
Other	63680	57.0%
Direct	16363	14.6%
Travel Agent/Operator	16353	14.6%
Groups	11461	10.3%
Corporate	2931	2.6%
Complementary	657	0.6%
Aviation	288	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	63680	49.7%
direct	16363	12.8%
travel	16353	12.8%
agent/operator	16353	12.8%
groups	11461	8.9%
corporate	2931	2.3%
complementary	657	0.5%
aviation	288	0.2%

Most occurring characters

Value	Count	Frequency (%)
r	147082	17.0%
e	133347	15.4%
t	116625	13.5%
O	80033	9.2%
h	63680	7.4%
a	36582	4.2%
o	34621	4.0%
p	31402	3.6%
n	17298	2.0%
l	17010	2.0%
Other values (15)	188301	21.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	865981	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	147082	17.0%
e	133347	15.4%
t	116625	13.5%
O	80033	9.2%
h	63680	7.4%
a	36582	4.2%
o	34621	4.0%
p	31402	3.6%
n	17298	2.0%
l	17010	2.0%
Other values (15)	188301	21.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	865981	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	147082	17.0%
e	133347	15.4%
t	116625	13.5%
O	80033	9.2%
h	63680	7.4%
a	36582	4.2%
o	34621	4.0%
p	31402	3.6%
n	17298	2.0%
l	17010	2.0%
Other values (15)	188301	21.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	865981	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	147082	17.0%
e	133347	15.4%
t	116625	13.5%
O	80033	9.2%
h	63680	7.4%
a	36582	4.2%
o	34621	4.0%
p	31402	3.6%
n	17298	2.0%
l	17010	2.0%
Other values (15)	188301	21.7%

SRHighFloor
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	106983
1	4750

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	106983	95.7%
1	4750	4.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	106983	95.7%
1	4750	4.3%

Most occurring characters

Value	Count	Frequency (%)
0	106983	95.7%
1	4750	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	106983	95.7%
1	4750	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	106983	95.7%
1	4750	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	106983	95.7%
1	4750	4.3%

SRLowFloor
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111587
1	146

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111587	99.9%
1	146	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111587	99.9%
1	146	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111587	99.9%
1	146	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111587	99.9%
1	146	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111587	99.9%
1	146	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111587	99.9%
1	146	0.1%

SRAccessibleRoom
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111708
1	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111708	> 99.9%
1	25	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111708	> 99.9%
1	25	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111708	> 99.9%
1	25	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111708	> 99.9%
1	25	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111708	> 99.9%
1	25	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111708	> 99.9%
1	25	< 0.1%

SRMediumFloor
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111647
1	86

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111647	99.9%
1	86	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111647	99.9%
1	86	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111647	99.9%
1	86	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111647	99.9%
1	86	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111647	99.9%
1	86	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111647	99.9%
1	86	0.1%

SRBathtub
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111383
1	350

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111383	99.7%
1	350	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111383	99.7%
1	350	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	111383	99.7%
1	350	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111383	99.7%
1	350	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111383	99.7%
1	350	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111383	99.7%
1	350	0.3%

SRShower
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111551
1	182

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111551	99.8%
1	182	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111551	99.8%
1	182	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	111551	99.8%
1	182	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111551	99.8%
1	182	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111551	99.8%
1	182	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111551	99.8%
1	182	0.2%

SRCrib
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	109925
1	1808

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	109925	98.4%
1	1808	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	109925	98.4%
1	1808	1.6%

Most occurring characters

Value	Count	Frequency (%)
0	109925	98.4%
1	1808	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	109925	98.4%
1	1808	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	109925	98.4%
1	1808	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	109925	98.4%
1	1808	1.6%

SRKingSizeBed
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	71144
1	40589

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	71144	63.7%
1	40589	36.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	71144	63.7%
1	40589	36.3%

Most occurring characters

Value	Count	Frequency (%)
0	71144	63.7%
1	40589	36.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	71144	63.7%
1	40589	36.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	71144	63.7%
1	40589	36.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	71144	63.7%
1	40589	36.3%

SRTwinBed
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	94212
1	17521

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	94212	84.3%
1	17521	15.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	94212	84.3%
1	17521	15.7%

Most occurring characters

Value	Count	Frequency (%)
0	94212	84.3%
1	17521	15.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	94212	84.3%
1	17521	15.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	94212	84.3%
1	17521	15.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	94212	84.3%
1	17521	15.7%

SRNearElevator
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111696
1	37

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111696	> 99.9%
1	37	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111696	> 99.9%
1	37	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111696	> 99.9%
1	37	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111696	> 99.9%
1	37	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111696	> 99.9%
1	37	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111696	> 99.9%
1	37	< 0.1%

SRAwayFromElevator
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111331
1	402

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111331	99.6%
1	402	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111331	99.6%
1	402	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	111331	99.6%
1	402	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111331	99.6%
1	402	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111331	99.6%
1	402	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111331	99.6%
1	402	0.4%

SRNoAlcoholInMiniBar
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	111711
1	22

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111711	> 99.9%
1	22	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111711	> 99.9%
1	22	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111711	> 99.9%
1	22	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	111711	> 99.9%
1	22	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	111711	> 99.9%
1	22	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	111711	> 99.9%
1	22	< 0.1%

SRQuietRoom
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

0	101932
1	9801

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	111733
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	101932	91.2%
1	9801	8.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	101932	91.2%
1	9801	8.8%

Most occurring characters

Value	Count	Frequency (%)
0	101932	91.2%
1	9801	8.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	101932	91.2%
1	9801	8.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	101932	91.2%
1	9801	8.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	111733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	101932	91.2%
1	9801	8.8%

Interactions

Correlations

	Age	AverageLeadTime	BookingsCanceled	BookingsCheckedIn	BookingsNoShowed	DaysSinceCreation	DistributionChannel	LodgingRevenue	MarketSegment	OtherRevenue	PersonsNights	RoomNights	SRAccessibleRoom	SRAwayFromElevator	SRBathtub	SRCrib	SRHighFloor	SRKingSizeBed	SRLowFloor	SRMediumFloor	SRNearElevator	SRNoAlcoholInMiniBar	SRQuietRoom	SRShower	SRTwinBed
Age	1.000	0.224	0.012	0.175	0.006	0.111	0.070	0.115	0.119	0.207	0.144	0.149	0.005	0.012	0.024	0.371	0.026	0.048	0.014	0.002	0.023	0.010	0.047	0.014	0.134
AverageLeadTime	0.224	1.000	-0.006	0.744	0.000	0.279	0.079	0.686	0.110	0.725	0.739	0.723	0.000	0.000	0.009	0.043	0.021	0.027	0.003	0.003	0.000	0.000	0.032	0.016	0.103
BookingsCanceled	0.012	-0.006	1.000	0.065	0.272	0.021	0.053	0.029	0.045	0.027	0.031	0.041	0.000	0.005	0.000	0.000	0.000	0.016	0.000	0.038	0.000	0.000	0.000	0.000	0.000
BookingsCheckedIn	0.175	0.744	0.065	1.000	0.351	0.383	0.069	0.792	0.055	0.790	0.795	0.805	0.000	0.008	0.000	0.000	0.000	0.021	0.000	0.011	0.000	0.000	0.000	0.000	0.001
BookingsNoShowed	0.006	0.000	0.272	0.351	1.000	0.011	0.064	0.092	0.065	0.020	0.263	0.314	0.000	0.000	0.000	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000
DaysSinceCreation	0.111	0.279	0.021	0.383	0.011	1.000	0.062	0.237	0.070	0.307	0.314	0.299	0.011	0.025	0.028	0.055	0.057	0.069	0.008	0.005	0.002	0.014	0.132	0.011	0.110
DistributionChannel	0.070	0.079	0.053	0.069	0.064	0.062	1.000	0.019	0.719	0.017	0.033	0.057	0.000	0.023	0.027	0.048	0.035	0.156	0.007	0.017	0.006	0.000	0.089	0.028	0.093
LodgingRevenue	0.115	0.686	0.029	0.792	0.092	0.237	0.019	1.000	0.017	0.837	0.892	0.909	0.000	0.005	0.000	0.005	0.000	0.002	0.000	0.000	0.000	0.000	0.009	0.000	0.000
MarketSegment	0.119	0.110	0.045	0.055	0.065	0.070	0.719	0.017	1.000	0.015	0.045	0.051	0.000	0.032	0.032	0.060	0.108	0.339	0.017	0.019	0.006	0.006	0.215	0.031	0.102
OtherRevenue	0.207	0.725	0.027	0.790	0.020	0.307	0.017	0.837	0.015	1.000	0.870	0.847	0.000	0.005	0.000	0.002	0.004	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000
PersonsNights	0.144	0.739	0.031	0.795	0.263	0.314	0.033	0.892	0.045	0.870	1.000	0.952	0.000	0.010	0.013	0.012	0.011	0.030	0.000	0.000	0.000	0.000	0.021	0.005	0.023
RoomNights	0.149	0.723	0.041	0.805	0.314	0.299	0.057	0.909	0.051	0.847	0.952	1.000	0.000	0.000	0.008	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.007
SRAccessibleRoom	0.005	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.007	0.000	0.082	0.000	0.000	0.021	0.003
SRAwayFromElevator	0.012	0.000	0.005	0.008	0.000	0.025	0.023	0.005	0.032	0.005	0.010	0.000	0.000	1.000	0.005	0.006	0.131	0.014	0.003	0.039	0.000	0.000	0.066	0.001	0.002
SRBathtub	0.024	0.009	0.000	0.000	0.000	0.028	0.027	0.000	0.032	0.000	0.013	0.008	0.000	0.005	1.000	0.028	0.028	0.028	0.009	0.000	0.000	0.000	0.010	0.000	0.006
SRCrib	0.371	0.043	0.000	0.000	0.000	0.055	0.048	0.005	0.060	0.002	0.012	0.000	0.000	0.006	0.028	1.000	0.000	0.041	0.000	0.000	0.000	0.010	0.006	0.000	0.043
SRHighFloor	0.026	0.021	0.000	0.000	0.000	0.057	0.035	0.000	0.108	0.004	0.011	0.000	0.000	0.131	0.028	0.000	1.000	0.086	0.005	0.002	0.014	0.000	0.073	0.018	0.006
SRKingSizeBed	0.048	0.027	0.016	0.021	0.012	0.069	0.156	0.002	0.339	0.005	0.030	0.014	0.000	0.014	0.028	0.041	0.086	1.000	0.008	0.000	0.000	0.004	0.106	0.017	0.312
SRLowFloor	0.014	0.003	0.000	0.000	0.000	0.008	0.007	0.000	0.017	0.000	0.000	0.000	0.007	0.003	0.009	0.000	0.005	0.008	1.000	0.002	0.000	0.000	0.012	0.000	0.001
SRMediumFloor	0.002	0.003	0.038	0.011	0.000	0.005	0.017	0.000	0.019	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.002	0.000	0.002	1.000	0.008	0.000	0.017	0.010	0.005
SRNearElevator	0.023	0.000	0.000	0.000	0.000	0.002	0.006	0.000	0.006	0.000	0.000	0.000	0.082	0.000	0.000	0.000	0.014	0.000	0.000	0.008	1.000	0.000	0.000	0.017	0.000
SRNoAlcoholInMiniBar	0.010	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.004	0.000	0.000	0.000	1.000	0.012	0.000	0.006
SRQuietRoom	0.047	0.032	0.000	0.000	0.000	0.132	0.089	0.009	0.215	0.000	0.021	0.000	0.000	0.066	0.010	0.006	0.073	0.106	0.012	0.017	0.000	0.012	1.000	0.014	0.000
SRShower	0.014	0.016	0.000	0.000	0.000	0.011	0.028	0.000	0.031	0.000	0.005	0.000	0.021	0.001	0.000	0.000	0.018	0.017	0.000	0.010	0.017	0.000	0.014	1.000	0.000
SRTwinBed	0.134	0.103	0.000	0.001	0.000	0.110	0.093	0.000	0.102	0.000	0.023	0.007	0.003	0.002	0.006	0.043	0.006	0.312	0.001	0.005	0.000	0.006	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Nationality	Age	DaysSinceCreation	AverageLeadTime	LodgingRevenue	OtherRevenue	BookingsCanceled	BookingsNoShowed	BookingsCheckedIn	PersonsNights	RoomNights	DistributionChannel	MarketSegment	SRHighFloor	SRLowFloor	SRAccessibleRoom	SRMediumFloor	SRBathtub	SRShower	SRCrib	SRKingSizeBed	SRTwinBed	SRNearElevator	SRAwayFromElevator	SRNoAlcoholInMiniBar	SRQuietRoom
ID
1	PRT	52.0	440	59	292.0	82.3	1	0	2	6	4	Corporate	Corporate	0	0	0	0	0	0	0	0	0	0	0	0	0
2	PRT	47.0	1385	61	280.0	53.0	0	0	1	10	5	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	0	0	0	0	0	0
3	DEU	32.0	1385	0	0.0	0.0	0	0	0	0	0	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	0	0	0	0	0	0
4	FRA	61.0	1385	93	240.0	60.0	0	0	1	10	5	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	0	0	0	0	0	0
5	FRA	52.0	1385	0	0.0	0.0	0	0	0	0	0	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	0	0	0	0	0	0
6	JPN	55.0	1385	58	230.0	24.0	0	0	1	4	2	Travel Agent/Operator	Other	0	0	0	0	0	0	0	0	0	0	0	0	0
7	JPN	50.0	1385	0	0.0	0.0	0	0	0	0	0	Travel Agent/Operator	Other	0	0	0	0	0	0	0	0	0	0	0	0	0
8	FRA	33.0	1385	38	535.0	94.0	0	0	1	10	5	Travel Agent/Operator	Other	0	0	0	0	0	0	0	1	0	0	0	0	0
9	FRA	43.0	1385	0	0.0	0.0	0	0	0	0	0	Travel Agent/Operator	Other	0	0	0	0	0	0	0	1	0	0	0	0	0
10	IRL	26.0	1385	96	174.0	69.0	0	0	1	6	3	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	0	0	0	0	0	0

	Nationality	Age	DaysSinceCreation	AverageLeadTime	LodgingRevenue	OtherRevenue	BookingsCanceled	BookingsNoShowed	BookingsCheckedIn	PersonsNights	RoomNights	DistributionChannel	MarketSegment	SRHighFloor	SRLowFloor	SRAccessibleRoom	SRMediumFloor	SRBathtub	SRShower	SRCrib	SRKingSizeBed	SRTwinBed	SRNearElevator	SRAwayFromElevator	SRNoAlcoholInMiniBar	SRQuietRoom
ID
111724	ITA	56.0	37	0	0.00	0.0	0	0	0	0	0	Travel Agent/Operator	Other	1	0	0	0	0	0	0	1	0	0	0	0	0
111725	ESP	60.0	37	43	875.00	167.8	0	0	1	10	5	Travel Agent/Operator	Other	1	0	0	0	0	0	0	0	1	1	0	0	0
111726	PAN	60.0	37	0	0.00	0.0	0	0	0	0	0	Travel Agent/Operator	Other	1	0	0	0	0	0	0	0	1	1	0	0	0
111727	PRT	51.0	37	7	173.55	18.0	0	0	1	1	1	Direct	Direct	1	0	0	0	0	0	0	0	0	0	0	0	1
111728	DEU	34.0	36	41	98.00	14.0	0	0	1	2	1	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	1	0	0	0	0	0
111729	DEU	31.0	36	0	0.00	0.0	0	0	0	0	0	Travel Agent/Operator	Travel Agent/Operator	0	0	0	0	0	0	0	1	0	0	0	0	0
111730	BRA	43.0	36	170	755.25	20.0	0	0	1	10	5	Travel Agent/Operator	Other	0	0	0	0	0	0	0	1	0	0	0	0	0
111731	BRA	37.0	36	0	0.00	0.0	0	0	0	0	0	Travel Agent/Operator	Other	0	0	0	0	0	0	0	1	0	0	0	0	0
111732	DEU	48.0	36	66	708.00	185.0	0	0	1	8	4	Travel Agent/Operator	Other	0	0	0	0	0	0	0	0	0	0	0	0	0
111733	DEU	48.0	36	0	0.00	0.0	0	0	0	0	0	Travel Agent/Operator	Other	0	0	0	0	0	0	0	0	0	0	0	0	0

Duplicate rows

Most frequently occurring

	Nationality	Age	DaysSinceCreation	AverageLeadTime	LodgingRevenue	OtherRevenue	BookingsCheckedIn	PersonsNights	RoomNights	DistributionChannel	MarketSegment	SRKingSizeBed	SRTwinBed	# duplicates
2306	PRT	47.0	1268	101	56.0	44.0	1	2	1	Travel Agent/Operator	Groups	0	0	16
2127	PRT	47.0	502	5	515.0	70.0	1	10	5	Travel Agent/Operator	Groups	0	1	15
2271	PRT	47.0	1121	27	83.0	14.0	1	2	1	Direct	Direct	0	0	13
2283	PRT	47.0	1208	192	178.0	18.0	1	2	2	Travel Agent/Operator	Groups	0	0	13
2299	PRT	47.0	1244	198	53.0	14.0	1	2	1	Travel Agent/Operator	Groups	0	0	13
2209	PRT	47.0	612	0	0.0	0.0	0	0	0	Travel Agent/Operator	Other	0	0	9
2261	PRT	47.0	963	134	69.0	7.0	1	1	1	Travel Agent/Operator	Groups	0	0	9
2282	PRT	47.0	1207	53	159.0	42.0	1	6	3	Travel Agent/Operator	Groups	1	0	9
379	DEU	55.0	494	193	288.0	14.0	1	2	2	Travel Agent/Operator	Groups	0	0	8
707	DEU	76.0	162	0	0.0	0.0	0	0	0	Travel Agent/Operator	Travel Agent/Operator	0	1	8

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)